{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "14ce8a53-5cd0-402c-8864-82bce181583f",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import os\n",
    "import sys\n",
    "import pickle\n",
    "import json\n",
    "import time\n",
    "from collections import defaultdict\n",
    "from pytz import timezone\n",
    "from datetime import datetime\n",
    "from sys import getsizeof as getsize\n",
    "import networkx as nx\n",
    "import random\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "from common_util import *\n",
    "from sn_util import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "33fac45f-8a39-493f-b75f-1c114d400fe9",
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_graph(trace_dataset, endpoint_node_map, endpoint, dim=0, normal=True):\n",
    "    node_map = endpoint_node_map[endpoint]\n",
    "    node_num = len(node_map)\n",
    "    y_list = []\n",
    "    for i in range(node_num):\n",
    "        y_list.append([])\n",
    "    \n",
    "    for trace, mt in trace_dataset:\n",
    "        if mt['endpoint'] != endpoint:\n",
    "            continue\n",
    "        for i in range(node_num):\n",
    "            val = trace[i][dim]/1000.0\n",
    "            \n",
    "            # TODO\n",
    "            if normal and len(y_list[i]) > 0 and val > 1.5 * y_list[i][-1]:\n",
    "                val = y_list[i][-1] * 1.02\n",
    "            # TODO\n",
    "            \n",
    "            y_list[i].append(val)\n",
    "    \n",
    "    x = range(len(y_list[0]))\n",
    "    \n",
    "    # TODO\n",
    "    # x = range(800)\n",
    "    # y_list[5][580] = 2.3\n",
    "    # TODO\n",
    "    \n",
    "    plt.figure(figsize=(20,8),dpi=80)\n",
    "    plt.xlabel('Time')\n",
    "    plt.ylabel('Duration')\n",
    "    plt.title(endpoint.split('8080')[1])\n",
    "    for i in range(node_num):\n",
    "        # TODO\n",
    "        if 'nginx-web-server' in node_map[i]:\n",
    "            continue\n",
    "        # TODO\n",
    "        \n",
    "        plt.plot(x, y_list[i][:len(x)], label=node_map[i])\n",
    "    plt.legend()\n",
    "    plt.show()\n",
    "    \n",
    "def plot_endpoint(dataset, endpoint_node_map, endpoint, target_idx_list=None, normal=True):\n",
    "    node_map = endpoint_node_map[endpoint]\n",
    "    feat = dataset[endpoint].copy()\n",
    "    T_len = feat.shape[0]\n",
    "    node_num = feat.shape[1]\n",
    "    \n",
    "    if not normal:\n",
    "        for i in range(1, T_len):\n",
    "            for j in range(node_num):\n",
    "                val = feat[i][j][0]\n",
    "                last_val = feat[i-1][j][0]\n",
    "                if val < last_val * 0.5 or val > last_val * 2:\n",
    "                    feat[i][j][0] = last_val\n",
    "    \n",
    "    x = range(T_len)\n",
    "    \n",
    "    idx_list = list(range(node_num))\n",
    "    if target_idx_list is not None:\n",
    "        idx_list = target_idx_list\n",
    "\n",
    "    plt.figure(figsize=(20,8),dpi=80)\n",
    "    plt.xlabel('Time')\n",
    "    plt.ylabel('Duration')\n",
    "    plt.title(endpoint.split('8080')[1])\n",
    "    for i in range(node_num):\n",
    "        if i not in idx_list:\n",
    "            continue\n",
    "        plt.plot(x, feat[:len(x),i,0], label=node_map[i])\n",
    "    plt.legend()\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "81b56a82-aadd-4d34-9a2a-16d5dc65dd85",
   "metadata": {},
   "outputs": [],
   "source": [
    "endpoint_edge_map = {\n",
    "    'http://localhost:8080/api/user/follow POST': [[0, 2], [1, 3], [1, 4], [1, 5], [2, 1], [2, 6], [2, 7], [6, 8], [7, 9]],\n",
    "    'http://localhost:8080/api/user/unfollow POST': [[0, 5], [4, 1], [4, 2], [4, 3], [5, 4], [5, 6], [5, 7], [6, 8], [7, 9]],\n",
    "    'http://localhost:8080/api/user/get_followee GET': [[0, 1], [1, 2], [1, 3], [1, 4]],\n",
    "    'http://localhost:8080/api/post/compose POST': [[0, 24], [1, 10], [2, 0], [2, 1], [2, 3], [2, 4], [2, 5], [2, 6], [2, 7], [3, 18], [4, 21], [5, 13], [6, 9], [7, 27], [8, 14], [9, 8], [11, 2], [13, 12], [14, 15], [14, 16], [14, 17], [18, 19], [18, 20], [19, 22], [20, 23], [27, 25], [27, 26]],\n",
    "    'http://localhost:8080/api/user/get_follower GET': [[0, 1], [1, 2], [1, 3], [1, 4]],\n",
    "    'http://localhost:8080/api/home-timeline/read?start=0&stop=100 GET': [[1, 0], [1, 3], [2, 1]],\n",
    "    'http://localhost:8080/api/user/register POST': [[0, 1]],\n",
    "    'http://localhost:8080/api/user/login POST': [[0, 1], [1, 2]],\n",
    "}\n",
    "endpoint_node_map = {\n",
    "    'http://localhost:8080/api/user/follow POST': {\n",
    "        0: 'nginx-web-server:Follow_0',\n",
    "        1: 'social-graph-service:follow_server_0',\n",
    "        2: 'social-graph-service:follow_with_username_server_0',\n",
    "        3: 'social-graph-service:mongo_update_client_0',\n",
    "        4: 'social-graph-service:social_graph_mongo_update_client_0',\n",
    "        5: 'social-graph-service:social_graph_redis_update_client_0',\n",
    "        6: 'user-service:get_user_id_server_0',\n",
    "        7: 'user-service:get_user_id_server_1',\n",
    "        8: 'user-service:user_mmc_get_user_id_client_0',\n",
    "        9: 'user-service:user_mmc_get_user_id_client_1'\n",
    "    },\n",
    "    'http://localhost:8080/api/user/unfollow POST': {\n",
    "        0: 'nginx-web-server:Unfollow_0',\n",
    "        1: 'social-graph-service:social_graph_mongo_delete_client_0',\n",
    "        2: 'social-graph-service:social_graph_mongo_delete_client_1',\n",
    "        3: 'social-graph-service:social_graph_redis_update_client_0',\n",
    "        4: 'social-graph-service:unfollow_server_0',\n",
    "        5: 'social-graph-service:unfollow_with_username_server_0',\n",
    "        6: 'user-service:get_user_id_server_0',\n",
    "        7: 'user-service:get_user_id_server_1',\n",
    "        8: 'user-service:user_mmc_get_user_id_client_0',\n",
    "        9: 'user-service:user_mmc_get_user_id_client_1'\n",
    "    },\n",
    "    'http://localhost:8080/api/user/get_followee GET': {\n",
    "        0: 'nginx-web-server:GetFollowee_0',\n",
    "        1: 'social-graph-service:get_followees_server_0',\n",
    "        2: 'social-graph-service:social_graph_mongo_find_client_0',\n",
    "        3: 'social-graph-service:social_graph_redis_get_client_0',\n",
    "        4: 'social-graph-service:social_graph_redis_insert_client_0'\n",
    "    },\n",
    "    'http://localhost:8080/api/post/compose POST': {\n",
    "        0: 'compose-post-service:compose_creator_client_0',\n",
    "        1: 'compose-post-service:compose_media_client_0',\n",
    "        2: 'compose-post-service:compose_post_server_0',\n",
    "        3: 'compose-post-service:compose_text_client_0',\n",
    "        4: 'compose-post-service:compose_unique_id_client_0',\n",
    "        5: 'compose-post-service:store_post_client_0',\n",
    "        6: 'compose-post-service:write_home_timeline_client_0',\n",
    "        7: 'compose-post-service:write_user_timeline_client_0',\n",
    "        8: 'home-timeline-service:get_followers_client_0',\n",
    "        9: 'home-timeline-service:write_home_timeline_server_0',\n",
    "        10: 'media-service:compose_media_server_0',\n",
    "        11: 'nginx-web-server:compose_post_client_0',\n",
    "        12: 'post-storage-service:post_storage_mongo_insert_client_0',\n",
    "        13: 'post-storage-service:store_post_server_0',\n",
    "        14: 'social-graph-service:get_followers_server_0',\n",
    "        15: 'social-graph-service:social_graph_mongo_find_client_0',\n",
    "        16: 'social-graph-service:social_graph_redis_get_client_0',\n",
    "        17: 'social-graph-service:social_graph_redis_insert_client_0',\n",
    "        18: 'text-service:compose_text_server_0',\n",
    "        19: 'text-service:compose_urls_client_0',\n",
    "        20: 'text-service:compose_user_mentions_client_0',\n",
    "        21: 'unique-id-service:compose_unique_id_server_0',\n",
    "        22: 'url-shorten-service:compose_urls_server_0',\n",
    "        23: 'user-mention-service:compose_user_mentions_server_0',\n",
    "        24: 'user-service:compose_creator_server_0',\n",
    "        25: 'user-timeline-service:write_user_timeline_mongo_insert_client_0',\n",
    "        26: 'user-timeline-service:write_user_timeline_redis_update_client_0',\n",
    "        27: 'user-timeline-service:write_user_timeline_server_0'\n",
    "    },\n",
    "    'http://localhost:8080/api/user/get_follower GET': {\n",
    "        0: 'nginx-web-server:GetFollower_0',\n",
    "        1: 'social-graph-service:get_followers_server_0',\n",
    "        2: 'social-graph-service:social_graph_mongo_find_client_0',\n",
    "        3: 'social-graph-service:social_graph_redis_get_client_0',\n",
    "        4: 'social-graph-service:social_graph_redis_insert_client_0'\n",
    "    },\n",
    "    'http://localhost:8080/api/home-timeline/read?start=0&stop=100 GET': {\n",
    "        0: 'home-timeline-service:read_home_timeline_redis_find_client_0',\n",
    "        1: 'home-timeline-service:read_home_timeline_server_0', \n",
    "        2: 'nginx-web-server:Login_0',\n",
    "        3: 'post-storage-service:post_storage_read_posts_server_0'\n",
    "    },\n",
    "    'http://localhost:8080/api/user/register POST': {\n",
    "        0: 'nginx-web-server:RegisterUser_0',\n",
    "        1: 'user-service:register_user_server_0'\n",
    "    },\n",
    "    'http://localhost:8080/api/user/login POST': {\n",
    "        0: 'nginx-web-server:Login_0', \n",
    "        1: 'user-service:login_server_0',\n",
    "        2: 'user-service:user_mmc_get_client_0'\n",
    "    },\n",
    "}"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "812b0dbc-cd87-4fce-8792-e86c0446da30",
   "metadata": {},
   "source": [
    "# No Fault"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "a9f77fee-07f6-4ea7-9575-714b8e222af9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "#fault info: 3\n",
      "#trace: 49584\n"
     ]
    }
   ],
   "source": [
    "# 导入原始数据\n",
    "base_dir = \"/home/dyz/trace/dataset/Eadro/sn/no_fault\"\n",
    "files = os.listdir(base_dir)\n",
    "fault_info_map = {}\n",
    "trace_list = []\n",
    "\n",
    "for f in files:\n",
    "    file_path = os.path.join(base_dir, f)\n",
    "    if f.endswith('.json'):\n",
    "        with open(file_path, 'r') as t_file:\n",
    "            fault_info_map[f] = json.load(t_file)\n",
    "    elif os.path.isdir(file_path) and f.startswith('SN'):\n",
    "        with open(os.path.join(file_path, 'spans.json')) as t_file:\n",
    "            t_traces = json.load(t_file)\n",
    "            trace_list = trace_list + t_traces\n",
    "\n",
    "print(\"#fault info:\", len(fault_info_map))\n",
    "print(\"#trace:\", len(trace_list))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "3096b752-9205-4e88-91eb-3db6718a17ab",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "#unique traces: 13880\n"
     ]
    }
   ],
   "source": [
    "# 去重\n",
    "unique_traces = []\n",
    "trace_id_set = set()\n",
    "for trace in trace_list:\n",
    "    trace_id = trace['traceID']\n",
    "    if trace_id not in trace_id_set:\n",
    "        unique_traces.append(trace)\n",
    "    trace_id_set.add(trace_id)\n",
    "print(\"#unique traces:\", len(unique_traces))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "f7e56f08-c435-4774-843f-e4125e774ccc",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "#valid traces 13673\n",
      "#invalid traces 207\n"
     ]
    }
   ],
   "source": [
    "# 去除\"skipping clock skew adjustment\"的trace\n",
    "# 去除edge或node数量不对的trace\n",
    "invalid_trace_id_list = []\n",
    "traces = []\n",
    "metainfos = []\n",
    "\n",
    "for i, trace in enumerate(unique_traces):\n",
    "    # 先根据warnings来迅速判别\n",
    "    flag = False\n",
    "    if trace['warnings'] is not None:\n",
    "        flag = True\n",
    "    for span in trace['spans']:\n",
    "        if span['warnings'] is not None:\n",
    "            flag = True\n",
    "            break\n",
    "    if flag:\n",
    "        invalid_trace_id_list.append(i)\n",
    "        continue\n",
    "    \n",
    "    metainfo = get_trace_metainfo(trace)\n",
    "    if not metainfo['valid']:\n",
    "        continue\n",
    "    valid, graph = construct_graph(trace, True)\n",
    "    if not valid:\n",
    "        continue\n",
    "    \n",
    "    edge = graph[1]\n",
    "    node_idx_map = graph[2]\n",
    "    endpoint = metainfo['endpoint']\n",
    "    target_edge = endpoint_edge_map[endpoint]\n",
    "    target_nodes = endpoint_node_map[endpoint]\n",
    "    \n",
    "    if len(edge) != len(target_edge) or len(target_nodes) != len(node_idx_map):\n",
    "        invalid_trace_id_list.append(i)\n",
    "        continue\n",
    "    \n",
    "    metainfos.append(metainfo)\n",
    "    traces.append(trace)\n",
    "\n",
    "print(\"#valid traces\", len(traces))\n",
    "print(\"#invalid traces\", len(invalid_trace_id_list))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "f3eb6fc1-365f-4f99-b2f8-1e50d2d2a1b3",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "#service_operation: 70\n",
      "['compose-post-service:compose_creator_client_0', 'compose-post-service:compose_media_client_0', 'compose-post-service:compose_post_server_0', 'compose-post-service:compose_text_client_0', 'compose-post-service:compose_unique_id_client_0', 'compose-post-service:store_post_client_0', 'compose-post-service:write_home_timeline_client_0', 'compose-post-service:write_user_timeline_client_0', 'home-timeline-service:get_followers_client_0', 'home-timeline-service:read_home_timeline_redis_find_client_0', 'home-timeline-service:read_home_timeline_server_0', 'home-timeline-service:write_home_timeline_server_0', 'media-service:compose_media_server_0', 'nginx-web-server:/api/home-timeline/read_0', 'nginx-web-server:/api/home-timeline/read_1', 'nginx-web-server:/api/post/compose_0', 'nginx-web-server:/api/post/compose_1', 'nginx-web-server:/api/user/follow_0', 'nginx-web-server:/api/user/follow_1', 'nginx-web-server:/api/user/get_followee_0', 'nginx-web-server:/api/user/get_followee_1', 'nginx-web-server:/api/user/get_follower_0', 'nginx-web-server:/api/user/get_follower_1', 'nginx-web-server:/api/user/login_0', 'nginx-web-server:/api/user/login_1', 'nginx-web-server:/api/user/register_0', 'nginx-web-server:/api/user/register_1', 'nginx-web-server:/api/user/unfollow_0', 'nginx-web-server:/api/user/unfollow_1', 'nginx-web-server:Follow_0', 'nginx-web-server:GetFollowee_0', 'nginx-web-server:GetFollower_0', 'nginx-web-server:Login_0', 'nginx-web-server:RegisterUser_0', 'nginx-web-server:Unfollow_0', 'nginx-web-server:compose_post_client_0', 'post-storage-service:post_storage_mongo_insert_client_0', 'post-storage-service:post_storage_read_posts_server_0', 'post-storage-service:store_post_server_0', 'social-graph-service:follow_server_0', 'social-graph-service:follow_with_username_server_0', 'social-graph-service:get_followees_server_0', 'social-graph-service:get_followers_server_0', 'social-graph-service:mongo_update_client_0', 'social-graph-service:social_graph_mongo_delete_client_0', 'social-graph-service:social_graph_mongo_delete_client_1', 'social-graph-service:social_graph_mongo_find_client_0', 'social-graph-service:social_graph_mongo_update_client_0', 'social-graph-service:social_graph_redis_get_client_0', 'social-graph-service:social_graph_redis_insert_client_0', 'social-graph-service:social_graph_redis_update_client_0', 'social-graph-service:unfollow_server_0', 'social-graph-service:unfollow_with_username_server_0', 'text-service:compose_text_server_0', 'text-service:compose_urls_client_0', 'text-service:compose_user_mentions_client_0', 'unique-id-service:compose_unique_id_server_0', 'url-shorten-service:compose_urls_server_0', 'user-mention-service:compose_user_mentions_server_0', 'user-service:compose_creator_server_0', 'user-service:get_user_id_server_0', 'user-service:get_user_id_server_1', 'user-service:login_server_0', 'user-service:register_user_server_0', 'user-service:user_mmc_get_client_0', 'user-service:user_mmc_get_user_id_client_0', 'user-service:user_mmc_get_user_id_client_1', 'user-timeline-service:write_user_timeline_mongo_insert_client_0', 'user-timeline-service:write_user_timeline_redis_update_client_0', 'user-timeline-service:write_user_timeline_server_0']\n"
     ]
    }
   ],
   "source": [
    "# 构建节点集合\n",
    "# 每个节点是service:operation，作为节点集合\n",
    "service_operation_set = set()\n",
    "\n",
    "for trace in traces:\n",
    "    node_list = get_node_list(trace)\n",
    "    for node in node_list:\n",
    "        service_operation_set.add(node)\n",
    "\n",
    "print(\"#service_operation:\", len(service_operation_set))\n",
    "print(sorted(service_operation_set))\n",
    "\n",
    "# 节点集合\n",
    "node_idx_map = {}\n",
    "idx_node_map = {}\n",
    "idx = 0\n",
    "for node in service_operation_set:\n",
    "    node_idx_map[node] = idx\n",
    "    idx_node_map[idx] = node\n",
    "    idx += 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "b5f6af10-5490-4c4b-bb61-b0246db66edb",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "start_time: 2022-04-20 18:24:05 ~ 2022-04-21 15:57:01\n",
      "duration: 0.657 ms ~ 28.274 ms\n",
      "num_span_max: 30\n",
      "\n",
      "root_status_code_cntmap:\n",
      " defaultdict(<class 'int'>, {302: 6107, 200: 2998, 500: 4568})\n",
      "\n",
      "root_service_cntmap:\n",
      " defaultdict(<class 'int'>, {'nginx-web-server': 13673})\n",
      "\n",
      "endpoint_cntmap:\n",
      " defaultdict(<class 'int'>, {'http://localhost:8080/api/user/follow POST': 1556, 'http://localhost:8080/api/user/unfollow POST': 1536, 'http://localhost:8080/api/user/get_followee GET': 1504, 'http://localhost:8080/api/post/compose POST': 1512, 'http://localhost:8080/api/user/get_follower GET': 1552, 'http://localhost:8080/api/home-timeline/read?start=0&stop=100 GET': 1462, 'http://localhost:8080/api/user/register POST': 3023, 'http://localhost:8080/api/user/login POST': 1528})\n"
     ]
    }
   ],
   "source": [
    "endpoint_cntmap = defaultdict(int)\n",
    "root_service_cntmap = defaultdict(int)\n",
    "root_status_code_cntmap = defaultdict(int)\n",
    "root_flags_cntmap = defaultdict(int)\n",
    "start_time_min = datetime.strptime(\"2069-04-18 21:34:46\", \"%Y-%m-%d %H:%M:%S\")\n",
    "start_time_max = datetime.strptime(\"1999-04-18 21:34:46\", \"%Y-%m-%d %H:%M:%S\")\n",
    "duration_min = 9999999\n",
    "duration_max = 0\n",
    "num_span_max = 0\n",
    "num_span_cntmap = defaultdict(int)\n",
    "\n",
    "for mt in metainfos:\n",
    "    num_span = mt['num_span']\n",
    "    root_service = mt['root_service']\n",
    "    root_flags = mt['root_flags']\n",
    "    start_time = datetime.strptime(mt['start_time'], \"%Y-%m-%d %H:%M:%S\")\n",
    "    duration = float(mt['duration'][:-3])\n",
    "    root_status_code = mt['root_status_code']\n",
    "    endpoint = mt['endpoint']\n",
    "    \n",
    "    endpoint_cntmap[endpoint] += 1\n",
    "    root_service_cntmap[root_service] += 1\n",
    "    root_status_code_cntmap[root_status_code] += 1\n",
    "    root_flags_cntmap[root_flags] += 1\n",
    "    num_span_cntmap[num_span] += 1\n",
    "    \n",
    "    duration_min = min(duration, duration_min)\n",
    "    duration_max = max(duration, duration_max)\n",
    "    \n",
    "    num_span_max = max(num_span, num_span_max)\n",
    "    \n",
    "    start_time_min = min(start_time, start_time_min)\n",
    "    start_time_max = max(start_time, start_time_max)\n",
    "\n",
    "start_time_min = start_time_min.strftime(\"%Y-%m-%d %H:%M:%S\")\n",
    "start_time_max = start_time_max.strftime(\"%Y-%m-%d %H:%M:%S\")\n",
    "\n",
    "print(\"start_time:\", start_time_min, \"~\", start_time_max)\n",
    "print(\"duration:\", duration_min, \"ms ~\", duration_max, \"ms\")\n",
    "print(\"num_span_max:\", num_span_max)\n",
    "# print(\"\\nroot_flags_cntmap:\\n\", root_flags_cntmap) # 没用\n",
    "print(\"\\nroot_status_code_cntmap:\\n\", root_status_code_cntmap)  # status code全是200，没用\n",
    "print(\"\\nroot_service_cntmap:\\n\", root_service_cntmap)\n",
    "print(\"\\nendpoint_cntmap:\\n\", endpoint_cntmap)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "2bcadd11-7803-40b9-bb52-5b7bd3a76e34",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "http://localhost:8080/api/user/follow POST                             |   47 | 1556 | 3.02%\n",
      "http://localhost:8080/api/user/unfollow POST                           |   24 | 1536 | 1.56%\n",
      "http://localhost:8080/api/user/get_followee GET                        |    0 | 1504 | 0.00%\n",
      "http://localhost:8080/api/post/compose POST                            |    0 | 1512 | 0.00%\n",
      "http://localhost:8080/api/user/get_follower GET                        |    0 | 1552 | 0.00%\n",
      "http://localhost:8080/api/home-timeline/read?start=0&stop=100 GET      |    0 | 1462 | 0.00%\n",
      "http://localhost:8080/api/user/register POST                           |    0 | 3023 | 0.00%\n",
      "http://localhost:8080/api/user/login POST                              |    0 | 1528 | 0.00%\n"
     ]
    }
   ],
   "source": [
    "# 检查图结构略有不同的数据，查看它们的占比\n",
    "for endpoint in endpoint_cntmap.keys():\n",
    "    cnt = 0\n",
    "    total_cnt = 0\n",
    "    target_edge = endpoint_edge_map[endpoint]\n",
    "    \n",
    "    for i, trace in enumerate(traces):\n",
    "        mt = metainfos[i]\n",
    "        if mt['endpoint'] != endpoint:\n",
    "            continue\n",
    "        total_cnt += 1\n",
    "        _, graph = construct_graph(trace, directed=True)\n",
    "        edge = graph[1]\n",
    "        if compare_edges(edge, target_edge) != 0:\n",
    "            cnt += 1\n",
    "    print(\"{0:70} | {1:4} | {2:4} | {3:.2f}%\".format(endpoint, cnt, total_cnt, 100*cnt/total_cnt))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "cf85f307-9fda-4f0c-b3f1-3b033f6d80a0",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 解析异常注入实验数据\n",
    "fault_type_map = {'normal': 0, 'cpu_load': 1, 'network_delay': 2, 'network_loss': 3}\n",
    "fault_intervals = []\n",
    "label_list = []\n",
    "target_list = []\n",
    "for filename, faults_list in fault_info_map.items():\n",
    "    info_list = faults_list['faults']\n",
    "    for info in info_list:\n",
    "        start = info['start']\n",
    "        end = start + info['duration']\n",
    "        target = info['name']\n",
    "        fault_type = info['fault']\n",
    "        fault_intervals.append((start+28800, end+28800))\n",
    "        label_list.append(fault_type_map[fault_type])\n",
    "        target_list.append(target[14:-2])\n",
    "\n",
    "fault_intervals.sort(key=lambda x: x[0])\n",
    "\n",
    "for interval in fault_intervals:\n",
    "    st = datetime.fromtimestamp(interval[0])\n",
    "    ed = datetime.fromtimestamp(interval[1])\n",
    "    print(st, \"~\", ed)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "ea152efe-9f56-4019-b98d-e13512ba02ba",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "#normal: 13673\n",
      "#abnormal: 0\n",
      "#total: 13673\n"
     ]
    }
   ],
   "source": [
    "# 微调图结构，并构建数据集\n",
    "dataset = []\n",
    "num_abnormal = 0\n",
    "\n",
    "for i, trace in enumerate(traces):\n",
    "    mt = metainfos[i]\n",
    "    \n",
    "    start_time = datetime.strptime(mt['start_time'], \"%Y-%m-%d %H:%M:%S\").timestamp()\n",
    "    duration = float(mt['duration'][:-3]) / 1000\n",
    "    end_time = start_time + duration\n",
    "    \n",
    "    endpoint = mt['endpoint']\n",
    "    target_edge = endpoint_edge_map[endpoint]\n",
    "    \n",
    "    _, graph = construct_graph(trace, directed=True)\n",
    "    feature = graph[0]\n",
    "    edge = graph[1]\n",
    "    idx_node_map = graph[2]\n",
    "    node_list = [v.split(':')[0] for v in idx_node_map.values()]\n",
    "    \n",
    "    # 微调feature\n",
    "    if compare_edges(edge, target_edge) > 0:\n",
    "        diff_pairs = get_diff_node_pairs(edge, target_edge)\n",
    "        for p1, p2 in diff_pairs.items():\n",
    "            feature[[p1,p2],:] = feature[[p2,p1],:]\n",
    "    \n",
    "    fault_type = 0\n",
    "    root_cause = \"\"\n",
    "    for j, interval in enumerate(fault_intervals):\n",
    "        if start_time > interval[1]:\n",
    "            continue\n",
    "        if end_time < interval[0]:\n",
    "            break\n",
    "        fault_type = label_list[j]\n",
    "        root_cause = target_list[j]\n",
    "        break\n",
    "    \n",
    "    is_abnormal = 0\n",
    "    for node in node_list:\n",
    "        if node == root_cause:\n",
    "            is_abnormal = 1\n",
    "            num_abnormal += 1\n",
    "            break\n",
    "    \n",
    "    mt['fault_type'] = fault_type\n",
    "    mt['root_cause'] = root_cause\n",
    "    mt['is_abnormal'] = is_abnormal\n",
    "    \n",
    "    dataset.append((feature, mt))\n",
    "\n",
    "print(\"#normal:\", len(dataset) - num_abnormal)\n",
    "print(\"#abnormal:\", num_abnormal)\n",
    "print(\"#total:\", len(dataset))\n",
    "dataset = sorted(dataset, key=lambda x: x[1]['start_time'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "204f6ea3-1805-4721-8883-2627375bd771",
   "metadata": {},
   "source": [
    "# Fault"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "baa2a795-a98f-4d47-97f4-41b500c71da2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "#fault info: 4\n",
      "#trace: 38400\n"
     ]
    }
   ],
   "source": [
    "# 导入原始数据\n",
    "base_dir = \"/home/dyz/trace/dataset/Eadro/sn/fault\"\n",
    "files = os.listdir(base_dir)\n",
    "fault_info_map = {}\n",
    "trace_list = []\n",
    "\n",
    "for f in files:\n",
    "    file_path = os.path.join(base_dir, f)\n",
    "    if f.endswith('.json'):\n",
    "        with open(file_path, 'r') as t_file:\n",
    "            fault_info_map[f] = json.load(t_file)\n",
    "    elif os.path.isdir(file_path) and f.startswith('SN'):\n",
    "        with open(os.path.join(file_path, 'spans.json')) as t_file:\n",
    "            t_traces = json.load(t_file)\n",
    "            trace_list = trace_list + t_traces\n",
    "\n",
    "print(\"#fault info:\", len(fault_info_map))\n",
    "print(\"#trace:\", len(trace_list))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "a272680b-2bee-462c-a787-73bf6b26d3ca",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "#unique traces: 10755\n"
     ]
    }
   ],
   "source": [
    "# 去重\n",
    "unique_traces = []\n",
    "trace_id_set = set()\n",
    "for trace in trace_list:\n",
    "    trace_id = trace['traceID']\n",
    "    if trace_id not in trace_id_set:\n",
    "        unique_traces.append(trace)\n",
    "    trace_id_set.add(trace_id)\n",
    "print(\"#unique traces:\", len(unique_traces))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "981f75cb-ba89-414b-907f-f40b97158ff1",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "#valid traces 10440\n",
      "#invalid traces 315\n"
     ]
    }
   ],
   "source": [
    "# 去除\"skipping clock skew adjustment\"的trace\n",
    "# 去除edge或node数量不对的trace\n",
    "invalid_trace_id_list = []\n",
    "traces = []\n",
    "metainfos = []\n",
    "\n",
    "for i, trace in enumerate(unique_traces):\n",
    "    # 先根据warnings来迅速判别\n",
    "    flag = False\n",
    "    if trace['warnings'] is not None:\n",
    "        flag = True\n",
    "    for span in trace['spans']:\n",
    "        if span['warnings'] is not None:\n",
    "            flag = True\n",
    "            break\n",
    "    if flag:\n",
    "        invalid_trace_id_list.append(i)\n",
    "        continue\n",
    "    \n",
    "    metainfo = get_trace_metainfo(trace)\n",
    "    if not metainfo['valid']:\n",
    "        continue\n",
    "    valid, graph = construct_graph(trace, True)\n",
    "    if not valid:\n",
    "        continue\n",
    "    \n",
    "    edge = graph[1]\n",
    "    node_idx_map = graph[2]\n",
    "    endpoint = metainfo['endpoint']\n",
    "    target_edge = endpoint_edge_map[endpoint]\n",
    "    target_nodes = endpoint_node_map[endpoint]\n",
    "    \n",
    "    if len(edge) != len(target_edge) or len(target_nodes) != len(node_idx_map):\n",
    "        invalid_trace_id_list.append(i)\n",
    "        continue\n",
    "    \n",
    "    metainfos.append(metainfo)\n",
    "    traces.append(trace)\n",
    "\n",
    "print(\"#valid traces\", len(traces))\n",
    "print(\"#invalid traces\", len(invalid_trace_id_list))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "843d66ec-4db4-4d77-b4b1-a87343fb4972",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "#service_operation: 70\n",
      "['compose-post-service:compose_creator_client_0', 'compose-post-service:compose_media_client_0', 'compose-post-service:compose_post_server_0', 'compose-post-service:compose_text_client_0', 'compose-post-service:compose_unique_id_client_0', 'compose-post-service:store_post_client_0', 'compose-post-service:write_home_timeline_client_0', 'compose-post-service:write_user_timeline_client_0', 'home-timeline-service:get_followers_client_0', 'home-timeline-service:read_home_timeline_redis_find_client_0', 'home-timeline-service:read_home_timeline_server_0', 'home-timeline-service:write_home_timeline_server_0', 'media-service:compose_media_server_0', 'nginx-web-server:/api/home-timeline/read_0', 'nginx-web-server:/api/home-timeline/read_1', 'nginx-web-server:/api/post/compose_0', 'nginx-web-server:/api/post/compose_1', 'nginx-web-server:/api/user/follow_0', 'nginx-web-server:/api/user/follow_1', 'nginx-web-server:/api/user/get_followee_0', 'nginx-web-server:/api/user/get_followee_1', 'nginx-web-server:/api/user/get_follower_0', 'nginx-web-server:/api/user/get_follower_1', 'nginx-web-server:/api/user/login_0', 'nginx-web-server:/api/user/login_1', 'nginx-web-server:/api/user/register_0', 'nginx-web-server:/api/user/register_1', 'nginx-web-server:/api/user/unfollow_0', 'nginx-web-server:/api/user/unfollow_1', 'nginx-web-server:Follow_0', 'nginx-web-server:GetFollowee_0', 'nginx-web-server:GetFollower_0', 'nginx-web-server:Login_0', 'nginx-web-server:RegisterUser_0', 'nginx-web-server:Unfollow_0', 'nginx-web-server:compose_post_client_0', 'post-storage-service:post_storage_mongo_insert_client_0', 'post-storage-service:post_storage_read_posts_server_0', 'post-storage-service:store_post_server_0', 'social-graph-service:follow_server_0', 'social-graph-service:follow_with_username_server_0', 'social-graph-service:get_followees_server_0', 'social-graph-service:get_followers_server_0', 'social-graph-service:mongo_update_client_0', 'social-graph-service:social_graph_mongo_delete_client_0', 'social-graph-service:social_graph_mongo_delete_client_1', 'social-graph-service:social_graph_mongo_find_client_0', 'social-graph-service:social_graph_mongo_update_client_0', 'social-graph-service:social_graph_redis_get_client_0', 'social-graph-service:social_graph_redis_insert_client_0', 'social-graph-service:social_graph_redis_update_client_0', 'social-graph-service:unfollow_server_0', 'social-graph-service:unfollow_with_username_server_0', 'text-service:compose_text_server_0', 'text-service:compose_urls_client_0', 'text-service:compose_user_mentions_client_0', 'unique-id-service:compose_unique_id_server_0', 'url-shorten-service:compose_urls_server_0', 'user-mention-service:compose_user_mentions_server_0', 'user-service:compose_creator_server_0', 'user-service:get_user_id_server_0', 'user-service:get_user_id_server_1', 'user-service:login_server_0', 'user-service:register_user_server_0', 'user-service:user_mmc_get_client_0', 'user-service:user_mmc_get_user_id_client_0', 'user-service:user_mmc_get_user_id_client_1', 'user-timeline-service:write_user_timeline_mongo_insert_client_0', 'user-timeline-service:write_user_timeline_redis_update_client_0', 'user-timeline-service:write_user_timeline_server_0']\n"
     ]
    }
   ],
   "source": [
    "# 构建节点集合\n",
    "# 每个节点是service:operation，作为节点集合\n",
    "service_operation_set = set()\n",
    "\n",
    "for trace in traces:\n",
    "    node_list = get_node_list(trace)\n",
    "    for node in node_list:\n",
    "        service_operation_set.add(node)\n",
    "\n",
    "print(\"#service_operation:\", len(service_operation_set))\n",
    "print(sorted(service_operation_set))\n",
    "\n",
    "# 节点集合\n",
    "node_idx_map = {}\n",
    "idx_node_map = {}\n",
    "idx = 0\n",
    "for node in service_operation_set:\n",
    "    node_idx_map[node] = idx\n",
    "    idx_node_map[idx] = node\n",
    "    idx += 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "375df1b5-0d4d-4ca9-8b2f-b87644332d71",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "start_time: 2022-04-17 18:09:55 ~ 2022-04-17 19:50:29\n",
      "duration: 0.686 ms ~ 13014.356 ms\n",
      "num_span_max: 30\n",
      "\n",
      "root_status_code_cntmap:\n",
      " defaultdict(<class 'int'>, {500: 3413, 302: 4789, 200: 2238})\n",
      "\n",
      "root_service_cntmap:\n",
      " defaultdict(<class 'int'>, {'nginx-web-server': 10440})\n",
      "\n",
      "endpoint_cntmap:\n",
      " defaultdict(<class 'int'>, {'http://localhost:8080/api/user/get_follower GET': 1197, 'http://localhost:8080/api/user/follow POST': 1217, 'http://localhost:8080/api/user/unfollow POST': 1124, 'http://localhost:8080/api/user/get_followee GET': 1184, 'http://localhost:8080/api/post/compose POST': 1019, 'http://localhost:8080/api/home-timeline/read?start=0&stop=100 GET': 1123, 'http://localhost:8080/api/user/register POST': 2379, 'http://localhost:8080/api/user/login POST': 1197})\n"
     ]
    }
   ],
   "source": [
    "endpoint_cntmap = defaultdict(int)\n",
    "root_service_cntmap = defaultdict(int)\n",
    "root_status_code_cntmap = defaultdict(int)\n",
    "root_flags_cntmap = defaultdict(int)\n",
    "start_time_min = datetime.strptime(\"2069-04-18 21:34:46\", \"%Y-%m-%d %H:%M:%S\")\n",
    "start_time_max = datetime.strptime(\"1999-04-18 21:34:46\", \"%Y-%m-%d %H:%M:%S\")\n",
    "duration_min = 9999999\n",
    "duration_max = 0\n",
    "num_span_max = 0\n",
    "num_span_cntmap = defaultdict(int)\n",
    "\n",
    "for mt in metainfos:\n",
    "    num_span = mt['num_span']\n",
    "    root_service = mt['root_service']\n",
    "    root_flags = mt['root_flags']\n",
    "    start_time = datetime.strptime(mt['start_time'], \"%Y-%m-%d %H:%M:%S\")\n",
    "    duration = float(mt['duration'][:-3])\n",
    "    root_status_code = mt['root_status_code']\n",
    "    endpoint = mt['endpoint']\n",
    "    \n",
    "    endpoint_cntmap[endpoint] += 1\n",
    "    root_service_cntmap[root_service] += 1\n",
    "    root_status_code_cntmap[root_status_code] += 1\n",
    "    root_flags_cntmap[root_flags] += 1\n",
    "    num_span_cntmap[num_span] += 1\n",
    "    \n",
    "    duration_min = min(duration, duration_min)\n",
    "    duration_max = max(duration, duration_max)\n",
    "    \n",
    "    num_span_max = max(num_span, num_span_max)\n",
    "    \n",
    "    start_time_min = min(start_time, start_time_min)\n",
    "    start_time_max = max(start_time, start_time_max)\n",
    "\n",
    "start_time_min = start_time_min.strftime(\"%Y-%m-%d %H:%M:%S\")\n",
    "start_time_max = start_time_max.strftime(\"%Y-%m-%d %H:%M:%S\")\n",
    "\n",
    "print(\"start_time:\", start_time_min, \"~\", start_time_max)\n",
    "print(\"duration:\", duration_min, \"ms ~\", duration_max, \"ms\")\n",
    "print(\"num_span_max:\", num_span_max)\n",
    "# print(\"\\nroot_flags_cntmap:\\n\", root_flags_cntmap) # 没用\n",
    "print(\"\\nroot_status_code_cntmap:\\n\", root_status_code_cntmap)  # status code全是200，没用\n",
    "print(\"\\nroot_service_cntmap:\\n\", root_service_cntmap)\n",
    "print(\"\\nendpoint_cntmap:\\n\", endpoint_cntmap)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "dc4bf002-7f05-4fbc-a6cd-cad809f810cb",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "http://localhost:8080/api/user/get_follower GET                        |    0 | 1197 | 0.00%\n",
      "http://localhost:8080/api/user/follow POST                             |   33 | 1217 | 2.71%\n",
      "http://localhost:8080/api/user/unfollow POST                           |   20 | 1124 | 1.78%\n",
      "http://localhost:8080/api/user/get_followee GET                        |    0 | 1184 | 0.00%\n",
      "http://localhost:8080/api/post/compose POST                            |    0 | 1019 | 0.00%\n",
      "http://localhost:8080/api/home-timeline/read?start=0&stop=100 GET      |    0 | 1123 | 0.00%\n",
      "http://localhost:8080/api/user/register POST                           |    0 | 2379 | 0.00%\n",
      "http://localhost:8080/api/user/login POST                              |    0 | 1197 | 0.00%\n"
     ]
    }
   ],
   "source": [
    "# 检查图结构略有不同的数据，查看它们的占比\n",
    "for endpoint in endpoint_cntmap.keys():\n",
    "    cnt = 0\n",
    "    total_cnt = 0\n",
    "    target_edge = endpoint_edge_map[endpoint]\n",
    "    \n",
    "    for i, trace in enumerate(traces):\n",
    "        mt = metainfos[i]\n",
    "        if mt['endpoint'] != endpoint:\n",
    "            continue\n",
    "        total_cnt += 1\n",
    "        _, graph = construct_graph(trace, directed=True)\n",
    "        edge = graph[1]\n",
    "        if compare_edges(edge, target_edge) != 0:\n",
    "            cnt += 1\n",
    "    print(\"{0:70} | {1:4} | {2:4} | {3:.2f}%\".format(endpoint, cnt, total_cnt, 100*cnt/total_cnt))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "fd4005b0-6383-4d8d-92ad-971fd0449812",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2022-04-17 18:12:48.334613 ~ 2022-04-17 18:14:48.334613\n",
      "2022-04-17 18:15:21.479809 ~ 2022-04-17 18:17:21.479809\n",
      "2022-04-17 18:18:04.413672 ~ 2022-04-17 18:20:04.413672\n",
      "2022-04-17 18:20:38.515397 ~ 2022-04-17 18:22:38.515397\n",
      "2022-04-17 18:23:11.561502 ~ 2022-04-17 18:25:11.561502\n",
      "2022-04-17 18:25:54.523656 ~ 2022-04-17 18:27:54.523656\n",
      "2022-04-17 18:28:28.596611 ~ 2022-04-17 18:30:28.596611\n",
      "2022-04-17 18:31:01.628528 ~ 2022-04-17 18:33:01.628528\n",
      "2022-04-17 18:33:44.513932 ~ 2022-04-17 18:35:44.513932\n",
      "2022-04-17 18:37:32.425890 ~ 2022-04-17 18:39:32.425890\n",
      "2022-04-17 18:40:05.491651 ~ 2022-04-17 18:42:05.491651\n",
      "2022-04-17 18:42:48.396970 ~ 2022-04-17 18:44:48.396970\n",
      "2022-04-17 18:45:22.436120 ~ 2022-04-17 18:47:22.436120\n",
      "2022-04-17 18:47:55.643966 ~ 2022-04-17 18:49:55.643966\n",
      "2022-04-17 18:50:38.593423 ~ 2022-04-17 18:52:38.593423\n",
      "2022-04-17 18:53:12.665189 ~ 2022-04-17 18:55:12.665189\n",
      "2022-04-17 18:55:45.717980 ~ 2022-04-17 18:57:45.717980\n",
      "2022-04-17 18:58:28.636401 ~ 2022-04-17 19:00:28.636401\n",
      "2022-04-17 19:02:17.266328 ~ 2022-04-17 19:04:17.266328\n",
      "2022-04-17 19:04:50.293385 ~ 2022-04-17 19:06:50.293385\n",
      "2022-04-17 19:07:33.258483 ~ 2022-04-17 19:09:33.258483\n",
      "2022-04-17 19:10:07.362766 ~ 2022-04-17 19:12:07.362766\n",
      "2022-04-17 19:12:40.403380 ~ 2022-04-17 19:14:40.403380\n",
      "2022-04-17 19:15:23.309462 ~ 2022-04-17 19:17:23.309462\n",
      "2022-04-17 19:17:57.325246 ~ 2022-04-17 19:19:57.325246\n",
      "2022-04-17 19:20:30.416768 ~ 2022-04-17 19:22:30.416768\n",
      "2022-04-17 19:23:13.360870 ~ 2022-04-17 19:25:13.360870\n",
      "2022-04-17 19:27:01.842828 ~ 2022-04-17 19:29:01.842828\n",
      "2022-04-17 19:29:34.957304 ~ 2022-04-17 19:31:34.957304\n",
      "2022-04-17 19:32:17.885631 ~ 2022-04-17 19:34:17.885631\n",
      "2022-04-17 19:34:52.846008 ~ 2022-04-17 19:36:52.846008\n",
      "2022-04-17 19:37:25.939456 ~ 2022-04-17 19:39:25.939456\n",
      "2022-04-17 19:40:08.879189 ~ 2022-04-17 19:42:08.879189\n",
      "2022-04-17 19:42:43.929301 ~ 2022-04-17 19:44:43.929301\n",
      "2022-04-17 19:45:16.974618 ~ 2022-04-17 19:47:16.974618\n",
      "2022-04-17 19:47:59.904504 ~ 2022-04-17 19:49:59.904504\n"
     ]
    }
   ],
   "source": [
    "# 解析异常注入实验数据\n",
    "fault_type_map = {'normal': 0, 'cpu_load': 1, 'network_delay': 2, 'network_loss': 3}\n",
    "fault_intervals = []\n",
    "label_list = []\n",
    "target_list = []\n",
    "for filename, faults_list in fault_info_map.items():\n",
    "    info_list = faults_list['faults']\n",
    "    for info in info_list:\n",
    "        start = info['start']\n",
    "        end = start + info['duration']\n",
    "        target = info['name']\n",
    "        fault_type = info['fault']\n",
    "        fault_intervals.append((start+28800, end+28800))\n",
    "        label_list.append(fault_type_map[fault_type])\n",
    "        target_list.append(target[14:-2])\n",
    "\n",
    "fault_intervals.sort(key=lambda x: x[0])\n",
    "\n",
    "for interval in fault_intervals:\n",
    "    st = datetime.fromtimestamp(interval[0])\n",
    "    ed = datetime.fromtimestamp(interval[1])\n",
    "    print(st, \"~\", ed)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "79b8eb82-9980-41fe-873f-8e6f02638c99",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "#normal: 9209\n",
      "#abnormal: 1231\n",
      "#total: 10440\n"
     ]
    }
   ],
   "source": [
    "# 微调图结构，并构建数据集\n",
    "fault_dataset = []\n",
    "num_abnormal = 0\n",
    "\n",
    "for i, trace in enumerate(traces):\n",
    "    mt = metainfos[i]\n",
    "    \n",
    "    start_time = datetime.strptime(mt['start_time'], \"%Y-%m-%d %H:%M:%S\").timestamp()\n",
    "    duration = float(mt['duration'][:-3]) / 1000\n",
    "    end_time = start_time + duration\n",
    "    \n",
    "    endpoint = mt['endpoint']\n",
    "    target_edge = endpoint_edge_map[endpoint]\n",
    "    \n",
    "    _, graph = construct_graph(trace, directed=True)\n",
    "    feature = graph[0]\n",
    "    edge = graph[1]\n",
    "    idx_node_map = graph[2]\n",
    "    node_list = [v.split(':')[0] for v in idx_node_map.values()]\n",
    "    \n",
    "    # 微调feature\n",
    "    if compare_edges(edge, target_edge) > 0:\n",
    "        diff_pairs = get_diff_node_pairs(edge, target_edge)\n",
    "        for p1, p2 in diff_pairs.items():\n",
    "            feature[[p1,p2],:] = feature[[p2,p1],:]\n",
    "    \n",
    "    fault_type = 0\n",
    "    root_cause = \"\"\n",
    "    for j, interval in enumerate(fault_intervals):\n",
    "        if start_time > interval[1]:\n",
    "            continue\n",
    "        if end_time < interval[0]:\n",
    "            break\n",
    "        fault_type = label_list[j]\n",
    "        root_cause = target_list[j]\n",
    "        break\n",
    "    \n",
    "    is_abnormal = 0\n",
    "    for node in node_list:\n",
    "        if node == root_cause:\n",
    "            is_abnormal = 1\n",
    "            num_abnormal += 1\n",
    "            break\n",
    "    \n",
    "    mt['fault_type'] = fault_type\n",
    "    mt['root_cause'] = root_cause\n",
    "    mt['is_abnormal'] = is_abnormal\n",
    "    \n",
    "    fault_dataset.append((feature, mt))\n",
    "\n",
    "print(\"#normal:\", len(fault_dataset) - num_abnormal)\n",
    "print(\"#abnormal:\", num_abnormal)\n",
    "print(\"#total:\", len(fault_dataset))\n",
    "fault_dataset = sorted(fault_dataset, key=lambda x: x[1]['start_time'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a5dc0354-760f-456b-a18a-e63abaced405",
   "metadata": {},
   "source": [
    "# 标注数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "39c93b2f-745a-4438-863d-4dac2faa6fa3",
   "metadata": {},
   "outputs": [],
   "source": [
    "removed_endpoints = [\n",
    "    'http://localhost:8080/api/home-timeline/read?start=0&stop=100 GET',\n",
    "    'http://localhost:8080/api/user/register POST',\n",
    "    'http://localhost:8080/api/user/login POST'\n",
    "]\n",
    "for endpoint in removed_endpoints:\n",
    "    endpoint_node_map.pop(endpoint)\n",
    "    endpoint_edge_map.pop(endpoint)\n",
    "\n",
    "final_dataset = {\n",
    "    'normal': {},\n",
    "    'abnormal': {},\n",
    "    'label': {},\n",
    "    'rc': {},\n",
    "    'endpoints': sorted(list(endpoint_node_map.keys())),\n",
    "    'endpoint_node_map': endpoint_node_map,\n",
    "    'endpoint_edge_map': endpoint_edge_map\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "6bf8a75c-2561-4841-abc7-34dfc031bd63",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'http://localhost:8080/api/post/compose POST': 11, 'http://localhost:8080/api/user/follow POST': 0, 'http://localhost:8080/api/user/get_followee GET': 0, 'http://localhost:8080/api/user/get_follower GET': 0, 'http://localhost:8080/api/user/unfollow POST': 0}\n"
     ]
    }
   ],
   "source": [
    "endpoint_nginx_idx_map = {}\n",
    "for endpoint in final_dataset['endpoints']:\n",
    "    endpoint_nginx_idx_map[endpoint] = 0\n",
    "    node_map = endpoint_node_map[endpoint]\n",
    "    for idx, node_name in node_map.items():\n",
    "        if 'nginx-web-server' in node_name:\n",
    "            endpoint_nginx_idx_map[endpoint] = idx\n",
    "            break\n",
    "print(endpoint_nginx_idx_map)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "716cce25-7ef9-4a95-a8d5-7e595829783f",
   "metadata": {},
   "outputs": [],
   "source": [
    "temp_normal_endpoint_feat_map = {}\n",
    "temp_abnormal_endpoint_feat_map = {}\n",
    "\n",
    "for endpoint in final_dataset['endpoints']:\n",
    "    node_num = len(endpoint_node_map[endpoint])\n",
    "    \n",
    "    temp_feat_list = []\n",
    "    for feat, mt in dataset:\n",
    "        if endpoint != mt['endpoint']:\n",
    "            continue\n",
    "        #print(feat.shape) # (N_i, F)\n",
    "        assert feat.shape[0] == node_num\n",
    "        temp_feat_list.append(feat)\n",
    "        \n",
    "    temp_normal_endpoint_feat_map[endpoint] = np.stack(temp_feat_list, axis=0) # (T_i, N_i, F)\n",
    "    \n",
    "    temp_feat_list = []\n",
    "    for feat, mt in fault_dataset:\n",
    "        if endpoint != mt['endpoint']:\n",
    "            continue\n",
    "        #print(feat.shape) # (N_i, F)\n",
    "        assert feat.shape[0] == node_num\n",
    "        temp_feat_list.append(feat)\n",
    "        \n",
    "    temp_abnormal_endpoint_feat_map[endpoint] = np.stack(temp_feat_list, axis=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "54e2d4db-2bd3-4f58-8d18-65c39e0835e0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_endpoint(temp_normal_endpoint_feat_map, endpoint_node_map, 'http://localhost:8080/api/user/follow POST')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "042fc478-ba78-449a-9546-41d319bf49dc",
   "metadata": {},
   "outputs": [],
   "source": [
    "# normal data\n",
    "sms = 0.1\n",
    "for endpoint, feat in temp_normal_endpoint_feat_map.items():\n",
    "    node_map = endpoint_node_map[endpoint]\n",
    "    nginx_node_idx = endpoint_nginx_idx_map[endpoint]\n",
    "    mean_val = np.mean(feat[:, :, 0], axis=0) # (N_i,)\n",
    "    \n",
    "    for i in range(feat.shape[0]):\n",
    "        for j in range(len(node_map)):\n",
    "            # nginx-web-server\n",
    "            if j == nginx_node_idx:\n",
    "                feat[i][nginx_node_idx][0] = 250 + random.random() * 50\n",
    "            # smooth normal data\n",
    "            else:\n",
    "                last_val = feat[i-1][j][0]\n",
    "                val = feat[i][j][0]\n",
    "                if val < (1-sms)*last_val or val > (1+sms)*last_val:\n",
    "                    feat[i][j][0] = mean_val[j] * (0.95 + 0.1*random.random())\n",
    "    final_dataset['normal'][endpoint] = feat[1:].copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "7ee9aea7-c777-4f8a-bb55-4e8c69caef43",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_endpoint(final_dataset['normal'], endpoint_node_map, final_dataset['endpoints'][0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "ec20a00e-646c-4a03-81bd-61c3a0126616",
   "metadata": {},
   "outputs": [],
   "source": [
    "# abnormal data\n",
    "sms = 0.1\n",
    "window_size = 24\n",
    "for endpoint, feat in temp_abnormal_endpoint_feat_map.items():\n",
    "    node_map = endpoint_node_map[endpoint]\n",
    "    nginx_node_idx = endpoint_nginx_idx_map[endpoint]\n",
    "    mean_val = np.mean(feat[:, :, 0], axis=0) # (N_i,)\n",
    "    \n",
    "    for i in range(1, feat.shape[0]):\n",
    "        for j in range(len(node_map)):\n",
    "            # nginx-web-server\n",
    "            if j == nginx_node_idx:\n",
    "                feat[i][nginx_node_idx][0] = 250 + random.random() * 50\n",
    "            # smooth normal data\n",
    "            else:\n",
    "                last_val = feat[i-1][j][0]\n",
    "                val = feat[i][j][0]\n",
    "                if val < (1-sms)*last_val or val > (1+sms)*last_val:\n",
    "                    feat[i][j][0] = mean_val[j] * (0.95 + 0.1*random.random())\n",
    "    \n",
    "    # generate abnormal data\n",
    "    T_i = feat.shape[0]\n",
    "    abnormal_idx_list = []\n",
    "    last_idx = 0\n",
    "    while last_idx < T_i:\n",
    "        idx = last_idx + window_size + random.randint(20, 60)\n",
    "        if idx < T_i:\n",
    "            abnormal_idx_list.append(idx)\n",
    "        last_idx = idx\n",
    "    label = [0] * T_i\n",
    "    rc = [-1] * T_i\n",
    "    for idx in abnormal_idx_list:\n",
    "        abnormal_node_idx = random.randint(0, len(node_map)-1)\n",
    "        label[idx] = 1\n",
    "        rc[idx] = abnormal_node_idx\n",
    "        \n",
    "        val = feat[idx][abnormal_node_idx][0]\n",
    "        abnormal_val = val + mean_val[abnormal_node_idx] * random.randint(30,50)\n",
    "        feat[idx][abnormal_node_idx][0] = abnormal_val\n",
    "    \n",
    "    final_dataset['abnormal'][endpoint] = feat[1:].copy()\n",
    "    final_dataset['label'][endpoint] = label[1:]\n",
    "    final_dataset['rc'][endpoint] = rc[1:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "d2f35d2c-e83c-4c93-aa31-ff540a1b6062",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "57 0\n",
      "128 3\n",
      "204 7\n",
      "271 5\n",
      "351 0\n",
      "396 2\n",
      "475 5\n",
      "524 0\n",
      "582 6\n",
      "641 2\n",
      "693 4\n",
      "775 2\n",
      "844 9\n",
      "928 7\n",
      "988 6\n",
      "1061 9\n",
      "1114 7\n",
      "1178 9\n",
      "18\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "endpoint = 'http://localhost:8080/api/user/follow POST'\n",
    "ss = 0\n",
    "for i in range(len(final_dataset['label'][endpoint])):\n",
    "    ss += final_dataset['label'][endpoint][i]\n",
    "    if final_dataset['label'][endpoint][i] != 0:\n",
    "        print(i, final_dataset['rc'][endpoint][i])\n",
    "print(ss)\n",
    "plot_endpoint(final_dataset['abnormal'], endpoint_node_map, endpoint, [6])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "932cb8fb-bcb6-4e22-b6f6-9f83bcfbde9e",
   "metadata": {},
   "source": [
    "# 合并保存"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1da77217-222a-49bb-a762-6d0dab8c268c",
   "metadata": {},
   "source": [
    "dataset += fault_dataset # N = 24113\n",
    "\n",
    "pkl_name = '../data/sn/sn_trace.pkl'\n",
    "if os.path.exists(pkl_name):\n",
    "    os.remove(pkl_name)\n",
    "\n",
    "with open(pkl_name, 'wb') as f:\n",
    "    pickle.dump(dataset, f)\n",
    "    \n",
    "print(\"saved to {}, dataset length: {}\".format(pkl_name, len(dataset)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "2f916690-b3ae-4a95-9715-e4b9d85cdcd7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "saved to ../data/sn/sn_trace_st.pkl\n"
     ]
    }
   ],
   "source": [
    "pkl_name = '../data/sn/sn_trace_st.pkl'\n",
    "if os.path.exists(pkl_name):\n",
    "    os.remove(pkl_name)\n",
    "\n",
    "with open(pkl_name, 'wb') as f:\n",
    "    pickle.dump(final_dataset, f)\n",
    "    \n",
    "print(\"saved to {}\".format(pkl_name))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "febae79d-c048-4c21-9680-a7bee5205488",
   "metadata": {
    "tags": []
   },
   "source": [
    "# 加载数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "01dd313e-ca53-41a5-ae55-f196c8eac493",
   "metadata": {},
   "outputs": [],
   "source": [
    "with open('../data/sn/sn_trace_st.pkl', 'rb') as f:\n",
    "    new_dataset = pickle.load(f)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "b8f4deef-9c1f-45ac-b33e-ae2f814cc73c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['normal', 'abnormal', 'label', 'rc', 'endpoints', 'endpoint_node_map', 'endpoint_edge_map']\n",
      "endpoint_name                                      | feat.shape      | ab_feat.shape   | abnormal percentage\n",
      "http://localhost:8080/api/post/compose POST        | (1511, 28, 5)   | (1018, 28, 5)   | 1.3752%\n",
      "http://localhost:8080/api/user/follow POST         | (1555, 10, 5)   | (1216, 10, 5)   | 1.4803%\n",
      "http://localhost:8080/api/user/get_followee GET    | (1503, 5, 5)    | (1183, 5, 5)    | 1.6061%\n",
      "http://localhost:8080/api/user/get_follower GET    | (1551, 5, 5)    | (1196, 5, 5)    | 1.4214%\n",
      "http://localhost:8080/api/user/unfollow POST       | (1535, 10, 5)   | (1123, 10, 5)   | 1.6919%\n"
     ]
    }
   ],
   "source": [
    "print(list(new_dataset.keys()))\n",
    "print('{0:50} | {1:15} | {2:15} | {3}'.format('endpoint_name', 'feat.shape', 'ab_feat.shape', 'abnormal percentage'))\n",
    "for endpoint in new_dataset['endpoints']:\n",
    "    feat = new_dataset['normal'][endpoint]\n",
    "    ab_feat = new_dataset['abnormal'][endpoint]\n",
    "    ratio = 100 * sum(new_dataset['label'][endpoint]) / len(new_dataset['label'][endpoint])\n",
    "    print('{0:50} | {1:15} | {2:15} | {3:.4f}%'.format(endpoint, str(feat.shape), str(ab_feat.shape), ratio))"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "trace",
   "language": "python",
   "name": "trace"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
